Yuksel Splines for Probabilistic Sequence Prediction

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Description
Current methods for sequence prediction often fail to account for higher-ordercontinuity. This results in the prediction of sequences that might be continuous but not physically viable as I investigate higher-order smoothness in terms of velocity and acceleration. Hence, I propose a Yuksel

Current methods for sequence prediction often fail to account for higher-ordercontinuity. This results in the prediction of sequences that might be continuous but not physically viable as I investigate higher-order smoothness in terms of velocity and acceleration. Hence, I propose a Yuksel Spline-based model that is not only capable of predicting curves that are guaranteed to be C^2 continuous but, also efficient to compute as well. Characteristic properties of the models are demonstrated over toy examples and sequence prediction tasks.